clarin-pl/combo-nlp-models

COMBO vs Trankit vs Stanza — UD Evaluation Report

106 treebanks · F1 scores · COMBO on UD 2.17 · Trankit on UD 2.5 · Stanza on UD 2.12 · highest lowest

Treebank	System	Tokens	Sents	Words	UPOS	XPOS	UFeats	AllTags	Lemmas	UAS	LAS	CLAS	MLAS	BLEX
Afrikaans AFRIBOOMS	COMBO[base]	99.87	99.29	99.87	98.75	96.03	98.26	95.68	98.41	90.09	86.87	81.45	77.26	79.36
	Trankit[large]	99.84	100.00	99.84	98.87	96.63	98.68	96.54	97.47	91.61	89.35	85.30	82.64	81.65
	Trankit[base]	99.72	100.00	99.72	98.55	96.10	98.26	95.89	97.39	91.03	88.79	84.46	81.31	80.91
	Stanza	99.99	99.65	99.99	98.60	95.77	98.41	95.66	98.29	89.54	86.14	80.10	76.71	77.53
Ancient Greek PERSEUS	COMBO[base]	99.81	98.85	99.81	92.80	84.46	88.55	82.02	88.20	80.07	74.94	69.11	53.35	58.49
	Trankit[large]	99.71	98.70	99.71	93.97	87.25	91.66	86.88	88.52	83.48	78.56	73.79	60.72	61.97
	Trankit[base]	99.66	98.70	99.66	92.72	84.89	89.95	84.30	88.18	80.95	75.57	70.26	55.75	58.84
	Stanza	99.99	98.93	99.99	92.41	85.13	91.11	84.81	87.86	79.46	73.97	67.99	53.93	57.20
Ancient Greek PROIEL	COMBO[base]	99.90	67.37	99.90	97.53	97.66	90.15	89.09	97.47	85.14	81.63	75.69	64.85	73.51
	Trankit[large]	99.91	67.60	99.91	97.86	97.93	93.03	92.02	97.50	85.63	82.31	78.16	68.27	75.76
	Trankit[base]	99.83	58.62	99.83	97.30	97.37	91.59	90.33	97.31	83.21	79.68	74.96	64.13	72.80
	Stanza	100.00	52.00	100.00	97.42	97.82	92.30	91.06	97.18	82.77	79.02	72.47	63.94	70.00
Ancient Hebrew PTNK	COMBO[base]	99.50	94.60	88.82	86.81	86.96	85.00	84.05	87.32	74.99	72.91	65.15	59.40	63.47
	Stanza	100.00	98.18	93.60	90.20	90.53	85.40	84.63	92.14	76.12	72.72	63.10	54.54	61.98
Arabic PADT	COMBO[base]	99.78	73.33	97.39	94.75	92.50	92.59	92.01	93.03	83.86	80.76	78.77	73.01	74.72
	Trankit[large]	99.95	96.79	99.39	96.80	94.93	94.99	94.61	94.92	89.74	85.98	83.92	78.47	79.96
	Trankit[base]	99.93	96.59	99.22	96.31	94.08	94.28	93.69	94.65	88.39	84.68	82.35	76.46	78.46
	Stanza	99.98	83.56	98.03	95.18	92.40	92.52	92.18	93.54	83.99	79.77	76.72	71.10	73.25
Armenian ARMTDP	COMBO[base]	97.64	88.89	96.94	95.20	96.94	89.25	88.72	94.52	87.23	83.86	81.47	71.76	79.15
	Trankit[large]	98.52	99.46	97.26	95.03	97.26	90.42	89.56	93.45	86.47	83.01	80.91	72.45	77.07
	Trankit[base]	98.41	98.92	97.23	94.36	97.23	88.89	87.84	93.28	84.22	80.14	77.47	67.92	73.94
	Stanza	99.92	99.46	99.48	83.05	99.48	66.22	64.30	91.35	74.04	61.80	52.52	29.58	49.05
Basque BDT	COMBO[base]	99.86	99.92	99.86	96.34	99.86	89.08	87.42	96.82	88.94	85.73	83.71	70.52	80.77
	Trankit[large]	99.89	100.00	99.89	96.95	99.89	93.96	92.30	96.69	90.22	87.47	86.54	78.10	83.21
	Trankit[base]	99.81	99.92	99.81	96.23	99.81	92.35	90.40	96.46	88.24	85.25	84.29	74.20	80.92
	Stanza	99.98	100.00	99.98	96.07	99.98	92.95	91.16	96.38	86.65	83.20	80.80	73.42	77.71
Bulgarian BTB	COMBO[base]	99.80	96.02	99.80	99.30	97.68	98.11	97.19	98.44	95.74	93.52	91.29	88.41	89.33
	Trankit[large]	99.78	98.79	99.78	99.29	97.75	98.30	97.29	97.37	96.30	94.21	92.19	89.64	88.79
	Trankit[base]	99.84	98.25	99.84	99.18	97.42	98.10	96.91	97.36	95.81	93.47	91.23	88.28	87.80
	Stanza	99.96	96.50	99.96	99.16	96.97	97.84	96.62	97.28	93.98	91.09	88.00	84.88	84.59
Catalan ANCORA	COMBO[base]	99.80	99.76	99.78	98.96	97.04	98.40	96.65	99.34	94.67	93.29	90.21	87.72	89.71
	Trankit[large]	99.94	99.76	99.94	99.11	99.07	98.66	98.24	98.49	95.15	93.83	91.41	89.31	90.27
	Trankit[base]	99.94	100.00	99.93	99.02	98.97	98.57	98.09	98.46	94.61	93.01	90.09	87.89	88.99
	Stanza	99.97	99.57	99.95	98.70	95.93	98.27	95.67	99.06	93.55	91.66	87.24	84.72	86.41
Chinese GSD	COMBO[base]	80.00	97.49	80.00	77.66	77.79	79.51	77.25	79.44	58.59	56.88	52.54	49.14	51.93
	Trankit[large]	97.75	99.40	97.75	95.13	94.94	97.28	94.45	97.75	87.38	84.82	83.44	79.82	83.44
	Trankit[base]	97.01	99.70	97.01	94.21	94.02	96.59	93.56	97.01	85.19	82.54	80.91	77.42	80.91
Chinese GSDSIMP	COMBO[base]	86.66	97.49	86.66	84.19	84.20	86.14	83.69	86.08	68.02	66.05	61.81	58.51	61.22
	Trankit[large]	97.66	98.20	97.66	94.99	94.78	97.24	94.32	97.66	87.01	84.63	83.23	79.84	83.23
	Trankit[base]	96.94	99.70	96.94	94.17	93.98	96.51	93.52	96.94	84.64	81.96	80.14	76.30	80.14
	Stanza	92.14	99.10	92.14	88.82	88.61	91.47	87.95	92.07	73.41	70.65	67.39	63.96	67.35
Croatian SET	COMBO[base]	99.80	95.78	99.80	98.52	96.17	96.54	95.70	97.85	93.13	90.29	88.43	82.87	85.91
	Trankit[large]	99.93	99.08	99.93	98.58	96.55	96.85	95.99	96.71	93.86	89.74	87.77	82.19	83.56
	Trankit[base]	99.92	99.16	99.92	98.38	96.08	96.52	95.44	96.60	93.34	89.36	87.16	81.12	82.91
	Stanza	99.96	97.08	99.96	98.21	94.89	95.27	94.60	96.60	90.29	86.95	84.14	78.19	80.25
Czech CAC	COMBO[base]	99.78	98.10	99.72	99.34	97.55	96.52	96.12	98.67	94.72	93.36	92.17	87.49	90.86
	Trankit[large]	99.99	100.00	99.98	99.64	98.17	98.01	97.65	98.30	95.48	93.97	93.06	90.13	90.92
	Trankit[base]	99.96	100.00	99.95	99.42	97.40	97.12	96.68	98.13	94.97	93.27	92.08	88.13	89.85
	Stanza	99.82	100.00	99.57	98.52	94.59	93.64	92.92	97.46	91.09	88.71	86.78	80.27	84.87
Czech FICTREE	COMBO[base]	99.68	94.11	99.59	98.65	96.63	97.10	96.03	98.69	93.86	92.45	91.34	87.09	90.12
	Trankit[large]	99.98	99.50	99.98	99.11	97.26	97.99	97.06	98.64	96.50	94.85	93.44	89.79	91.46
	Trankit[base]	99.97	99.38	99.97	98.94	96.47	97.09	96.12	98.61	95.85	93.86	92.10	87.13	90.16
	Stanza	99.98	99.07	99.97	98.45	95.15	96.00	94.77	98.32	93.28	90.80	88.55	82.85	86.53
Czech PDTC	COMBO[base]	99.76	94.39	99.75	98.96	98.02	98.41	97.74	99.33	95.14	94.12	93.05	90.73	92.58
Danish DDT	COMBO[base]	99.64	93.50	99.64	98.37	99.64	96.97	96.55	97.94	89.27	87.60	85.44	80.31	83.39
	Trankit[large]	99.81	95.46	99.81	98.71	99.81	98.33	97.87	97.35	91.75	90.33	88.81	85.66	85.42
	Trankit[base]	99.79	95.19	99.79	98.35	99.79	97.79	97.19	97.18	90.41	88.78	86.94	82.58	83.38
	Stanza	99.97	91.81	99.97	98.30	99.97	97.87	97.14	97.88	88.61	86.61	83.80	80.06	81.27
Dutch ALPINO	COMBO[base]	99.67	90.86	99.67	97.70	96.67	97.43	96.03	95.22	93.63	91.96	89.24	85.14	82.63
	Trankit[large]	99.43	90.65	99.43	96.67	95.01	96.55	94.75	96.39	94.41	92.49	89.56	84.22	85.29
	Trankit[base]	99.22	89.88	99.22	96.55	94.92	96.22	94.56	96.23	93.28	91.28	87.88	82.58	83.86
	Stanza	99.87	90.08	99.87	96.75	95.50	97.00	94.97	95.33	91.42	88.67	83.94	79.65	78.12
Dutch LASSYSMALL	COMBO[base]	99.73	76.73	99.73	97.93	97.06	97.68	96.59	96.00	92.26	90.45	86.86	83.16	81.45
	Trankit[large]	99.36	92.60	99.36	96.52	95.57	96.63	94.99	97.37	92.25	89.68	86.51	82.56	84.19
	Trankit[base]	99.21	91.09	99.21	96.20	95.18	96.25	94.53	97.19	91.09	88.18	84.63	80.47	82.44
	Stanza	99.87	78.61	99.87	96.67	95.92	96.83	95.20	95.86	88.25	85.32	80.00	76.72	75.15
English CHILDES	COMBO[base]	99.86	98.97	99.13	96.22	94.49	99.13	93.65	97.15	91.78	89.11	86.93	82.49	84.90
English ESLSPOK	COMBO[base]	99.80	91.23	99.80	98.52	98.43	99.80	97.99	99.80	92.75	91.03	88.97	86.91	88.97
	Stanza	100.00	92.81	100.00	98.28	98.32	100.00	97.88	100.00	93.12	90.73	89.43	87.45	89.43
English EWT	COMBO[base]	98.86	83.79	98.57	96.59	96.20	96.77	95.39	96.85	91.40	89.80	87.27	84.32	85.46
	Trankit[large]	98.67	90.49	98.67	96.65	96.47	96.75	95.49	97.25	91.29	89.40	87.41	83.45	85.73
	Trankit[base]	98.48	88.35	98.48	95.95	95.71	96.26	94.62	96.84	90.14	87.96	85.75	81.02	83.83
	Stanza	99.17	89.16	98.92	96.20	95.75	96.39	94.64	96.63	88.90	86.77	84.11	80.27	81.54
English GUM	COMBO[base]	99.47	92.45	99.43	97.92	97.86	97.69	96.88	98.40	92.78	91.21	88.75	85.86	87.39
	Trankit[large]	99.52	91.60	99.52	96.66	96.51	97.47	95.77	96.63	91.61	89.09	85.58	81.29	81.80
	Trankit[base]	99.45	91.63	99.45	96.39	96.24	97.19	95.46	96.55	91.04	88.43	84.80	80.19	80.81
	Stanza	99.78	95.34	99.69	97.59	97.42	97.52	96.52	98.22	90.49	88.24	84.52	81.71	82.68
English LINES	COMBO[base]	99.68	90.45	99.69	97.41	96.69	96.26	93.71	97.81	90.44	87.58	84.98	78.63	82.58
	Trankit[large]	99.46	91.87	99.46	97.31	95.91	96.96	93.91	97.98	89.99	87.00	85.67	80.34	83.77
	Trankit[base]	99.53	93.01	99.53	97.14	95.54	96.67	93.17	98.01	89.39	86.32	84.75	78.96	82.78
	Stanza	99.96	88.63	99.96	97.42	96.57	97.04	94.52	98.26	88.67	85.04	81.02	76.57	79.11
English PARTUT	COMBO[base]	99.06	100.00	99.41	96.74	96.59	95.74	94.77	97.50	92.92	90.30	86.53	80.49	84.55
	Trankit[large]	99.71	100.00	99.65	96.86	96.65	95.77	94.63	97.71	93.51	91.10	87.37	81.25	85.06
	Trankit[base]	99.66	100.00	99.60	96.79	96.55	95.94	94.67	97.64	93.15	90.95	87.21	81.37	84.96
	Stanza	99.72	100.00	99.63	96.70	96.40	95.76	94.50	97.31	91.15	88.36	83.62	78.22	81.20
Estonian EDT	COMBO[base]	99.78	92.32	99.78	97.88	98.30	96.72	95.85	96.77	91.00	88.92	88.07	84.03	84.71
	Trankit[large]	99.75	96.58	99.75	97.87	98.35	97.10	96.04	96.09	91.71	89.52	88.57	84.68	84.10
	Trankit[base]	99.72	96.55	99.72	97.53	98.13	96.56	95.37	95.98	90.65	88.31	87.15	82.82	82.81
	Stanza	99.97	92.88	99.97	97.19	97.94	95.64	94.39	95.93	86.60	83.81	82.23	77.02	78.05
Estonian EWT	COMBO[base]	98.71	75.20	98.71	94.58	95.57	92.56	90.28	92.12	82.96	79.36	77.34	69.38	70.71
	Trankit[large]	97.76	82.58	97.76	94.26	94.93	91.49	89.91	85.71	82.18	78.49	76.41	69.32	64.00
	Trankit[base]	96.96	83.72	96.96	92.07	93.16	89.17	86.89	84.65	78.21	73.79	71.59	62.91	59.90
	Stanza	98.79	79.57	98.79	93.14	95.02	92.11	89.35	90.77	77.27	72.94	70.34	63.87	63.75
Finnish FTB	COMBO[base]	99.89	89.95	99.66	97.59	96.59	97.38	95.86	97.37	93.25	91.49	89.94	86.64	88.08
	Trankit[large]	99.84	97.36	99.83	98.32	97.29	98.09	96.87	96.94	95.84	94.53	93.54	90.68	90.39
	Trankit[base]	99.75	95.83	99.74	97.46	96.23	97.22	95.61	96.58	94.17	92.43	90.84	87.09	87.79
	Stanza	100.00	90.13	99.98	96.88	96.09	97.12	95.29	97.10	90.99	88.63	86.24	82.60	84.20
Finnish TDT	COMBO[base]	99.54	91.69	99.35	97.82	98.33	96.41	95.77	95.78	92.82	91.22	90.49	86.20	86.39
	Trankit[large]	99.71	97.22	99.72	98.48	98.78	96.84	96.33	95.59	94.98	93.77	92.92	88.97	88.02
	Trankit[base]	99.62	95.98	99.62	97.99	98.44	96.52	95.76	95.39	93.47	91.94	90.78	86.55	86.00
	Stanza	99.73	90.70	99.70	97.51	98.09	96.13	95.39	95.98	90.37	88.31	87.15	83.01	83.42
French GSD	COMBO[base]	99.35	96.52	99.01	97.80	99.01	97.33	97.04	98.01	93.93	92.48	89.61	86.69	88.29
	Trankit[large]	99.77	98.80	99.72	97.89	99.72	97.34	96.66	97.90	94.97	93.37	90.17	86.35	87.73
	Trankit[base]	99.70	96.63	99.66	97.85	99.66	97.16	96.60	97.80	94.00	92.34	88.66	84.76	86.08
	Stanza	99.71	95.03	99.50	97.63	99.50	97.74	97.05	98.20	93.27	91.28	87.44	84.45	85.78
French PARISSTORIES	COMBO[base]	99.63	94.63	99.39	97.60	99.39	96.06	94.96	97.81	79.32	76.28	73.76	67.24	72.05
	Stanza	99.76	92.80	99.56	97.08	99.56	94.99	93.40	97.66	78.11	73.95	69.67	62.76	67.87
French PARTUT	COMBO[base]	99.62	100.00	99.41	97.79	97.45	93.69	93.00	97.37	93.99	92.34	89.48	78.33	86.32
	Trankit[large]	99.76	98.63	99.65	97.66	97.35	94.55	93.82	96.09	95.05	93.32	90.65	81.49	84.88
	Trankit[base]	99.74	98.63	99.69	97.77	97.54	94.20	93.66	96.01	94.20	92.67	89.26	78.71	83.56
	Stanza	99.88	100.00	99.42	96.92	96.58	94.73	93.96	97.35	91.93	89.58	85.48	78.46	82.69
French RHAPSODIE	COMBO[base]	99.62	99.82	99.13	97.35	99.13	94.23	93.35	97.53	84.66	81.50	77.41	69.09	75.52
	Stanza	99.81	99.82	99.52	97.31	99.52	96.08	95.06	97.74	85.22	80.72	74.73	69.63	72.74
French SEQUOIA	COMBO[base]	99.64	88.84	99.26	98.51	99.26	96.66	96.46	98.43	93.85	92.55	89.93	85.21	88.84
	Trankit[large]	99.81	94.07	99.78	99.22	99.78	98.43	98.13	98.64	95.70	94.85	92.95	90.47	91.15
	Trankit[base]	99.73	94.36	99.73	98.90	99.73	97.98	97.57	98.47	94.68	93.59	91.26	88.27	89.44
	Stanza	99.88	87.46	99.64	98.80	99.64	97.87	97.52	98.50	93.22	91.57	87.74	84.88	86.36
Galician CTG	COMBO[base]	99.65	96.30	99.03	96.71	96.35	98.85	95.84	97.76	83.53	80.88	74.51	68.21	73.27
	Trankit[large]	99.76	98.44	99.31	97.30	97.05	99.17	96.77	98.07	85.70	83.14	78.24	72.41	76.90
	Trankit[base]	99.76	98.09	99.38	97.17	96.83	99.23	96.54	98.06	85.51	82.81	77.50	71.49	76.20
	Stanza	99.91	99.30	99.37	97.11	96.90	99.19	96.53	98.01	84.58	81.95	75.72	69.72	74.39
German GSD	COMBO[base]	99.48	83.63	99.47	96.77	97.41	91.41	89.03	97.45	87.68	84.78	81.04	68.63	78.29
	Trankit[large]	99.71	89.72	99.72	95.23	97.68	91.68	87.21	96.58	89.01	85.20	81.49	65.82	77.20
	Trankit[base]	99.75	92.72	99.75	95.04	97.57	91.51	86.86	96.60	88.73	84.77	80.78	64.76	76.58
	Stanza	99.62	83.84	99.60	95.61	97.36	89.78	87.19	97.23	85.80	81.80	77.08	62.81	74.04
German HDT	COMBO[base]	99.86	98.10	99.86	98.46	98.40	93.74	93.41	98.39	97.38	96.68	94.87	84.99	92.56
	Trankit[large]	99.92	99.67	99.92	98.44	98.41	94.05	93.70	97.36	97.63	96.86	95.14	85.73	91.67
	Trankit[base]	99.90	99.50	99.90	98.42	98.37	93.95	93.52	97.35	97.38	96.51	94.63	85.02	91.18
	Stanza	100.00	97.36	100.00	98.30	98.20	92.57	92.17	98.04	95.59	93.56	89.88	78.81	87.18
Greek GDT	COMBO[base]	99.90	90.22	99.85	98.26	98.25	95.08	94.56	96.84	93.57	92.05	89.01	81.06	84.41
	Trankit[large]	99.85	93.50	99.85	98.41	98.41	96.34	95.84	96.73	95.25	93.87	91.74	85.40	86.54
	Trankit[base]	99.75	93.57	99.75	98.04	98.04	95.41	94.73	96.55	94.16	92.80	89.84	82.39	84.83
	Stanza	99.90	93.66	99.90	97.71	97.71	94.72	94.01	96.05	91.22	88.87	84.19	77.99	79.08
Hindi HDTB	COMBO[base]	99.83	99.20	99.83	97.99	97.67	94.05	92.50	98.81	95.30	92.31	89.24	79.38	87.99
	Trankit[large]	99.88	99.91	99.88	98.01	97.70	93.91	92.38	96.54	95.95	92.96	89.79	79.69	88.47
	Trankit[base]	99.89	99.64	99.89	97.77	97.38	94.03	92.33	96.54	95.68	92.70	89.59	79.60	88.28
	Stanza	100.00	99.52	100.00	97.95	97.53	94.41	92.74	96.88	95.26	92.46	89.38	80.26	88.12
Hungarian SZEGED	COMBO[base]	99.70	93.48	99.70	96.82	99.70	90.61	90.04	95.22	88.35	84.47	82.99	69.37	77.54
	Trankit[large]	99.59	99.33	99.59	97.49	99.59	95.23	94.40	94.45	91.31	87.78	86.83	78.95	80.31
	Trankit[base]	99.41	98.00	99.41	96.97	99.41	94.47	93.47	94.28	89.43	85.70	85.08	76.13	78.73
	Stanza	99.86	97.21	99.86	95.80	99.86	93.54	92.74	93.81	83.57	78.61	77.02	68.19	70.84
Icelandic GC	COMBO[base]	99.63	94.69	99.63	95.26	83.06	85.12	80.28	92.99	83.82	79.33	75.76	59.33	69.17
	Stanza	99.70	95.80	99.70	92.68	76.46	81.10	74.89	91.06	80.41	75.45	71.17	52.55	63.45
Icelandic ICEPAHC	COMBO[base]	99.77	94.33	99.71	97.00	93.78	90.62	86.51	96.55	88.52	85.16	80.38	67.52	77.29
	Stanza	99.90	93.07	99.84	96.36	92.27	90.42	85.48	95.78	86.79	82.85	77.27	64.78	73.63
Icelandic MODERN	COMBO[base]	99.45	95.67	99.45	97.86	95.81	86.46	84.56	96.42	85.64	82.88	78.21	62.02	74.89
	Stanza	99.24	94.40	99.24	96.65	93.95	85.87	83.03	95.34	82.70	79.40	73.76	58.26	69.99
Indonesian GSD	COMBO[base]	99.71	92.74	99.47	94.22	93.04	95.28	87.75	97.67	87.28	80.84	77.11	70.75	75.42
	Trankit[large]	99.89	95.54	99.89	93.39	95.06	96.11	89.22	99.53	86.33	79.81	77.99	69.08	77.60
	Trankit[base]	99.86	95.37	99.86	93.57	94.18	95.67	88.65	99.49	86.55	80.28	78.64	69.42	78.26
	Stanza	99.88	93.04	99.64	94.16	94.69	95.58	89.38	98.28	87.05	80.83	76.98	71.78	76.03
Irish IDT	COMBO[base]	99.68	97.92	99.68	96.01	94.57	85.40	82.44	95.34	87.13	81.72	76.87	59.21	72.35
	Trankit[large]	99.47	98.24	99.47	94.72	93.74	80.90	77.94	92.64	83.47	76.86	70.64	48.55	64.06
	Trankit[base]	99.32	97.25	99.32	93.88	92.46	80.36	76.72	92.34	82.52	74.91	67.96	46.29	61.34
	Stanza	99.75	97.24	99.75	96.01	94.55	89.41	86.52	95.32	86.81	81.51	76.34	63.38	71.94
Italian ISDT	COMBO[base]	99.77	99.07	99.64	98.46	98.38	97.89	97.47	98.41	95.02	93.74	90.89	87.63	88.96
	Trankit[large]	99.88	99.07	99.86	98.72	98.63	98.32	97.79	98.33	95.73	94.45	91.97	89.08	89.45
	Trankit[base]	99.88	98.76	99.87	98.58	98.46	98.20	97.60	98.23	95.31	93.87	90.93	87.81	88.45
	Stanza	99.93	99.07	99.79	98.41	98.32	98.14	97.69	98.23	93.29	91.61	87.32	85.05	85.17
Italian MARKIT	COMBO[base]	99.92	98.67	99.46	96.42	96.42	92.00	90.20	86.44	84.96	81.04	75.98	62.28	71.35
	Stanza	100.00	99.12	99.67	96.29	96.34	94.28	92.34	87.08	85.58	80.63	74.48	65.35	70.41
Italian OLD	COMBO[base]	99.76	95.50	98.20	95.48	86.45	89.76	81.78	95.72	84.62	80.65	75.69	62.56	72.98
Italian PARTUT	COMBO[base]	99.73	100.00	99.67	98.46	98.24	97.17	96.51	98.08	94.91	92.74	88.29	83.99	86.28
	Trankit[large]	99.81	100.00	99.79	98.58	98.42	98.15	97.54	97.84	96.19	94.11	90.65	87.75	87.86
	Trankit[base]	99.82	100.00	99.81	98.63	98.41	98.16	97.47	97.94	95.38	93.32	89.28	86.22	86.55
	Stanza	99.81	100.00	99.82	98.42	98.37	98.04	97.51	97.71	93.53	91.47	86.62	84.28	84.06
Italian POSTWITA	COMBO[base]	98.84	70.14	98.47	95.93	95.70	94.65	93.67	96.11	83.15	79.36	74.61	69.99	72.57
	Trankit[large]	99.34	73.95	99.18	96.60	96.43	96.52	95.31	96.41	86.33	82.54	78.49	74.27	75.83
	Trankit[base]	99.29	69.95	99.07	96.10	95.91	95.87	94.53	96.30	84.19	80.32	75.33	71.09	72.98
	Stanza	99.61	61.71	99.34	96.37	96.15	96.32	95.05	96.63	83.60	79.30	73.66	70.14	71.68
Italian TWITTIRO	COMBO[base]	98.73	62.73	98.18	94.28	93.74	90.65	88.73	92.80	78.20	73.32	66.71	57.06	60.93
	Trankit[large]	99.15	65.72	98.89	95.47	94.90	94.09	91.98	93.12	84.73	79.86	73.94	66.46	66.58
	Trankit[base]	99.22	56.00	99.01	95.31	94.74	93.83	91.68	92.96	83.44	78.30	70.79	63.25	63.81
	Stanza	99.18	57.78	98.91	94.70	94.22	93.82	91.73	92.91	79.21	73.55	65.15	59.58	59.88
Italian VIT	COMBO[base]	99.83	96.47	99.61	97.88	97.07	96.81	95.41	98.52	92.08	89.42	85.16	80.15	83.86
	Trankit[large]	99.97	98.18	99.84	98.07	97.29	97.76	96.16	98.42	93.02	90.44	86.85	82.53	84.91
	Trankit[base]	99.99	96.52	99.81	97.82	97.02	97.39	95.74	98.31	92.39	89.60	85.59	80.70	83.64
	Stanza	99.94	95.93	99.61	97.82	97.00	97.61	96.06	98.35	90.40	87.40	82.33	78.73	80.70
Japanese GSD	COMBO[base]	95.78	94.95	95.78	94.86	94.05	95.77	93.76	94.79	86.78	85.86	80.75	78.90	79.48
	Trankit[large]	95.25	95.88	95.25	93.66	93.47	95.23	93.44	94.68	86.67	85.56	78.00	76.02	77.62
	Trankit[base]	94.57	95.49	94.57	92.86	92.44	94.56	92.42	93.99	84.58	83.38	75.60	73.67	75.14
	Stanza	97.37	99.72	97.37	96.38	95.72	97.36	95.45	96.02	90.01	89.29	84.99	83.86	83.34
Japanese GSDLUW	COMBO[base]	94.91	95.04	94.91	93.82	93.65	94.91	93.46	93.51	85.78	85.00	78.28	75.82	75.93
	Stanza	96.32	99.72	96.32	95.10	94.67	96.32	94.64	94.67	88.26	87.36	80.74	78.71	78.14
Korean GSD	COMBO[base]	99.59	94.09	99.59	96.57	91.02	99.33	88.98	93.07	88.27	85.19	84.10	82.27	77.85
	Trankit[large]	98.57	98.08	98.57	95.71	90.88	98.35	88.90	91.93	89.87	87.22	85.97	83.63	79.65
	Trankit[base]	98.63	97.67	98.63	95.63	90.32	98.43	88.26	91.96	88.48	85.77	84.26	81.98	78.08
	Stanza	99.90	96.29	99.90	95.98	90.42	99.72	88.16	93.55	86.56	82.48	80.79	79.07	75.39
Korean KAIST	COMBO[base]	99.91	99.93	99.91	96.58	89.25	99.91	89.06	93.16	90.16	88.22	86.96	84.47	80.66
	Trankit[large]	98.70	99.87	98.70	95.13	88.07	98.70	88.07	92.36	90.00	88.22	86.37	83.56	80.16
	Trankit[base]	98.79	99.14	98.79	94.99	87.62	98.79	87.62	92.44	88.72	86.96	84.99	81.84	78.90
	Stanza	100.00	99.93	100.00	95.74	85.81	100.00	85.81	94.10	87.63	85.50	83.65	80.93	78.78
Korean KSL	COMBO[base]	99.55	99.08	99.55	96.43	92.10	99.55	91.37	94.95	90.33	87.67	86.26	83.39	81.96
Latin ITTB	COMBO[base]	99.86	94.27	99.85	99.12	96.95	97.72	96.15	99.29	91.54	89.94	88.30	84.80	87.91
	Trankit[large]	100.00	94.54	100.00	98.97	97.29	97.98	96.41	99.13	93.25	91.87	90.75	87.86	90.00
	Trankit[base]	100.00	94.57	100.00	98.76	96.74	97.54	95.68	99.07	92.42	90.91	89.45	86.12	88.71
	Stanza	99.99	80.66	99.99	98.76	95.72	96.69	94.63	99.09	88.82	86.80	85.71	81.47	85.31
Latin LLCT	COMBO[base]	99.94	99.49	99.93	99.68	97.10	96.91	96.48	98.28	96.08	95.29	94.20	89.89	92.00
	Stanza	99.99	99.32	99.99	99.57	96.65	96.79	96.47	98.09	96.13	94.88	93.53	89.49	91.50
Latin PROIEL	COMBO[base]	99.98	68.48	99.98	97.30	97.38	90.60	89.79	97.57	84.30	80.85	77.09	68.50	75.59
	Trankit[large]	99.85	66.10	99.85	97.79	97.75	93.22	92.53	97.21	86.43	83.33	81.62	73.62	79.55
	Trankit[base]	99.82	58.16	99.82	96.80	96.83	91.28	90.27	96.88	82.23	78.58	76.36	67.10	74.43
	Stanza	99.98	43.10	99.98	96.95	97.15	91.58	90.59	96.86	77.98	73.99	68.89	61.96	67.12
Latvian LVTB	COMBO[base]	99.55	97.76	99.55	98.16	93.10	95.83	92.38	97.61	92.39	89.94	88.25	82.99	86.25
	Trankit[large]	99.73	98.69	99.73	97.61	91.22	95.18	90.72	95.83	93.63	91.25	89.78	82.69	85.58
	Trankit[base]	99.71	99.10	99.71	97.16	90.24	94.47	89.62	95.61	92.05	89.44	87.73	79.78	83.52
	Stanza	99.81	98.15	99.81	96.70	89.72	94.73	89.29	96.12	88.91	85.77	83.37	76.71	80.17
Lithuanian ALKSNIS	COMBO[base]	99.93	91.51	99.93	97.29	93.12	93.73	91.61	95.06	87.70	84.10	82.49	75.23	77.58
	Trankit[large]	99.84	95.72	99.84	97.45	93.98	94.46	93.30	94.30	90.48	87.67	86.66	79.86	80.20
	Trankit[base]	99.82	95.10	99.82	97.03	92.35	93.00	91.54	94.05	88.30	84.96	83.59	75.11	77.35
	Stanza	99.94	89.93	99.94	93.71	86.48	88.16	85.54	92.95	77.82	72.75	70.23	60.53	65.21
Naija NSC	COMBO[base]	99.86	100.00	99.86	98.23	99.86	98.81	97.59	99.22	92.90	90.29	87.83	84.11	87.12
	Stanza	99.99	100.00	99.99	97.55	99.99	98.84	97.03	99.14	92.39	89.56	88.60	86.43	88.21
Norwegian BOKMAAL	COMBO[base]	99.63	96.11	99.63	98.43	98.95	96.44	95.97	98.60	94.17	93.13	91.13	86.50	89.86
	Trankit[large]	99.88	98.89	99.88	98.85	99.88	98.07	97.61	98.40	95.54	94.33	92.82	90.15	90.84
	Trankit[base]	99.88	99.20	99.88	98.66	99.88	97.60	97.02	98.34	94.78	93.47	91.77	88.29	89.72
	Stanza	99.88	97.70	99.88	98.38	99.04	97.09	96.38	98.61	93.26	91.85	89.11	85.13	87.53
Norwegian NYNORSK	COMBO[base]	99.73	94.81	99.73	98.42	99.01	96.35	95.72	98.47	94.01	92.76	90.52	85.42	88.89
	Trankit[large]	99.84	98.97	99.84	98.52	99.84	97.79	97.13	98.01	95.23	93.82	92.35	89.01	89.79
	Trankit[base]	99.81	98.71	99.81	98.20	99.81	97.20	96.48	97.89	94.15	92.58	90.70	86.61	88.15
	Stanza	99.97	95.48	99.97	98.13	98.91	96.87	95.93	97.87	91.63	89.94	86.84	82.33	84.30
Old Church Slavonic PROIEL	COMBO[base]	99.77	69.66	99.77	96.00	96.27	87.58	86.14	95.21	82.90	78.65	74.98	64.59	71.86
	Stanza	100.00	40.27	100.00	96.14	96.45	89.68	88.18	94.65	78.87	74.64	70.00	62.04	66.83
Old East Slavic RNC	COMBO[base]	97.98	73.48	97.98	95.95	91.59	86.98	81.14	91.94	80.95	78.29	75.23	60.96	68.37
	Stanza	99.14	89.29	99.14	91.04	87.53	72.39	64.40	81.04	68.10	60.81	51.90	33.25	40.36
Old East Slavic RUTHENIAN	COMBO[base]	99.72	96.37	99.72	95.96	89.90	85.92	79.86	90.56	80.42	76.42	69.12	53.64	60.36
Old East Slavic TOROT	COMBO[base]	99.82	62.50	99.82	95.93	95.83	89.32	87.71	93.43	83.26	79.08	74.82	65.79	69.91
	Stanza	100.00	40.67	100.00	95.12	95.15	89.06	87.22	92.79	78.66	74.06	68.86	60.63	64.19
Old French PROFITEROLE	COMBO[base]	99.74	87.65	99.74	97.00	96.75	99.74	96.31	99.74	90.71	87.68	85.69	82.43	85.69
Persian PERDT	COMBO[base]	99.77	99.83	99.51	97.52	97.51	97.68	95.74	99.02	94.47	92.53	90.99	87.56	90.44
	Stanza	99.96	99.73	99.46	97.17	97.14	97.31	95.35	98.55	92.90	90.80	88.87	85.48	87.83
Persian SERAJI	COMBO[base]	99.91	99.00	99.45	97.58	97.43	97.42	97.04	98.35	91.74	88.76	85.91	83.53	84.65
	Trankit[large]	99.26	99.25	99.20	97.78	97.67	97.70	97.35	97.35	92.24	89.58	86.86	84.97	84.90
	Trankit[base]	99.22	99.25	99.11	97.35	97.24	97.36	96.90	97.29	91.38	88.68	85.92	83.86	84.08
	Stanza	100.00	99.25	99.72	97.69	97.63	97.70	97.31	98.18	90.98	87.96	85.43	83.76	83.76
Polish LFG	COMBO[base]	99.21	99.83	99.21	98.63	95.87	96.54	95.22	97.68	97.09	96.07	95.59	91.84	93.68
	Trankit[large]	98.34	99.57	98.34	97.84	95.52	96.00	95.05	95.48	93.90	93.04	92.58	89.18	88.61
	Trankit[base]	98.32	99.91	98.32	97.66	94.59	95.05	94.00	95.37	93.31	92.17	91.43	86.88	87.55
	Stanza	99.92	99.91	99.92	98.97	94.73	95.80	94.27	97.24	96.71	95.24	93.79	88.67	90.38
Polish PDB	COMBO[base]	99.42	98.26	99.36	98.63	95.82	95.77	94.93	97.61	95.15	93.62	92.45	87.36	90.29
	Trankit[large]	99.93	98.71	99.92	99.16	96.92	97.11	96.54	97.56	96.43	94.88	93.77	89.78	90.53
	Trankit[base]	99.91	98.53	99.89	99.06	96.29	96.44	95.77	97.52	95.52	93.86	92.50	87.67	89.34
	Stanza	99.85	98.19	99.83	98.63	94.59	94.78	93.89	97.47	93.73	91.73	89.82	83.50	86.95
Pomak PHILOTIS	COMBO[base]	99.81	95.39	99.81	94.09	99.81	77.29	76.42	92.43	84.35	76.45	70.34	45.38	63.83
	Stanza	100.00	95.05	100.00	98.76	100.00	95.37	95.13	97.90	87.88	82.87	77.20	70.29	74.96
Portuguese BOSQUE	COMBO[base]	99.64	92.76	99.47	97.64	99.47	96.70	95.72	98.29	91.98	89.76	86.20	80.51	84.69
	Trankit[large]	99.75	97.18	99.67	97.52	99.67	96.50	95.17	97.97	93.31	90.91	87.75	81.09	85.36
	Trankit[base]	99.70	97.48	99.65	97.27	99.65	96.50	94.95	97.89	92.76	90.25	86.96	80.03	84.52
	Stanza	99.85	93.10	99.76	97.45	99.76	96.44	95.33	98.04	90.59	87.75	82.66	77.07	80.59
Portuguese CINTIL	COMBO[base]	99.85	83.02	99.66	97.66	96.29	95.70	93.55	97.33	85.44	82.42	78.02	71.81	75.68
	Stanza	100.00	85.34	99.93	97.19	95.74	95.48	92.94	98.56	84.08	80.09	74.75	68.90	73.19
Portuguese PETROGOLD	COMBO[base]	99.51	93.05	99.42	98.58	99.42	98.13	97.67	98.83	93.97	92.89	90.00	87.35	89.39
	Stanza	99.71	95.83	99.66	98.59	99.66	98.51	97.94	99.02	94.48	93.28	90.26	88.10	89.57
Portuguese PORTTINARI	COMBO[base]	98.70	88.41	98.63	98.05	98.63	97.44	97.20	98.26	93.63	92.69	90.70	88.27	90.27
Romanian NONSTANDARD	COMBO[base]	98.66	98.86	98.66	96.23	91.86	90.25	88.79	95.00	90.26	86.84	83.53	70.19	79.53
	Trankit[large]	98.74	98.00	98.74	96.23	91.64	90.51	89.07	94.66	90.68	86.89	83.13	70.10	78.50
	Trankit[base]	98.68	98.57	98.68	96.04	91.48	90.33	88.89	94.57	90.14	86.40	82.40	69.46	77.93
	Stanza	98.96	97.53	98.96	95.60	90.85	89.71	88.32	94.96	88.97	84.88	80.51	67.17	76.58
Romanian RRT	COMBO[base]	99.64	96.79	99.64	97.95	97.36	97.18	96.87	98.09	93.47	90.45	88.06	84.13	86.31
	Trankit[large]	99.60	98.49	99.60	97.90	97.35	97.43	97.11	97.98	93.60	89.50	86.61	82.78	84.60
	Trankit[base]	99.72	97.67	99.72	97.87	97.25	97.44	97.01	98.05	93.14	89.04	85.93	82.02	84.01
	Stanza	99.73	95.72	99.73	97.50	96.80	97.10	96.74	97.42	90.70	86.86	82.99	79.90	80.83
Romanian SIMONERO	COMBO[base]	99.42	100.00	99.42	98.11	97.63	97.06	96.80	98.57	92.39	90.29	86.96	83.19	86.01
	Stanza	99.77	100.00	99.77	97.98	97.55	97.19	96.99	98.69	93.45	91.44	88.50	84.36	87.34
Russian GSD	COMBO[base]	99.41	97.83	99.41	97.76	97.55	94.61	93.72	96.44	91.05	87.86	86.88	80.21	83.55
	Trankit[large]	99.79	99.25	99.79	98.25	97.89	95.78	94.73	95.75	92.70	89.75	88.71	82.92	83.66
	Trankit[base]	99.63	98.25	99.63	97.96	97.65	94.86	93.83	95.50	91.86	88.62	87.41	80.83	82.36
	Stanza	99.58	97.33	99.58	97.63	97.41	93.63	92.76	95.51	89.56	85.89	83.91	77.00	79.48
Russian POETRY	COMBO[base]	99.36	83.88	99.36	97.59	99.36	92.86	92.49	95.47	87.38	84.83	81.96	73.85	77.79
Russian SYNTAGRUS	COMBO[base]	99.52	98.77	99.52	98.68	99.52	97.30	97.08	98.50	94.52	93.27	92.82	89.47	91.62
	Trankit[large]	99.71	99.45	99.71	99.06	99.71	98.20	97.99	97.99	95.66	94.65	93.78	91.68	91.51
	Trankit[base]	99.71	99.14	99.71	98.94	99.71	97.85	97.59	97.89	95.19	94.08	93.13	90.59	90.77
	Stanza	99.74	98.43	99.74	98.06	99.74	92.78	92.44	97.65	93.26	90.90	89.47	80.36	87.17
Russian TAIGA	COMBO[base]	98.57	84.19	98.57	97.15	98.57	95.35	94.83	96.62	88.04	85.78	84.33	79.99	82.34
	Trankit[large]	98.90	92.32	98.90	96.16	96.62	91.02	87.69	91.90	85.25	81.73	80.06	68.48	71.59
	Trankit[base]	98.77	92.60	98.77	95.50	97.27	89.42	86.58	91.46	83.08	79.15	76.91	64.25	68.53
	Stanza	99.21	89.67	99.21	96.34	99.21	93.28	92.20	94.41	82.36	78.53	75.91	69.20	71.30
Serbian SET	COMBO[base]	99.86	94.16	99.86	98.97	96.07	96.19	95.44	98.20	94.65	92.28	90.92	84.89	88.84
	Trankit[large]	99.91	100.00	99.91	99.06	96.22	96.40	95.84	96.90	95.57	93.13	91.92	85.76	87.71
	Trankit[base]	99.91	99.71	99.91	98.97	95.82	95.96	95.32	96.90	95.24	92.94	91.53	84.84	87.46
	Stanza	99.99	98.46	99.99	98.44	94.16	94.31	93.76	96.30	91.44	88.36	85.92	78.82	81.74
Slovak SNK	COMBO[base]	99.77	87.05	99.73	97.99	91.28	94.57	90.35	96.35	93.69	92.29	91.66	84.82	87.71
	Trankit[large]	99.94	98.49	99.94	97.90	90.82	95.22	90.20	94.79	96.97	95.60	95.04	87.64	88.39
	Trankit[base]	99.93	98.07	99.93	97.80	89.02	94.00	88.38	94.66	95.72	93.97	93.19	84.33	86.63
	Stanza	99.96	84.31	99.96	96.34	88.19	90.95	87.35	94.08	89.13	86.58	84.43	74.72	78.62
Slovenian SSJ	COMBO[base]	99.77	97.46	99.77	98.82	97.53	97.39	96.89	98.72	95.42	94.25	92.61	89.24	91.39
	Trankit[large]	99.97	100.00	99.97	99.24	97.83	97.99	97.60	97.55	96.91	96.06	94.88	91.78	91.37
	Trankit[base]	99.93	99.81	99.93	99.03	96.70	96.97	96.38	97.49	95.94	94.99	93.53	89.09	90.12
	Stanza	99.93	99.26	99.93	98.41	95.88	96.09	95.37	97.69	92.45	90.80	88.28	83.80	85.67
Spanish ANCORA	COMBO[base]	99.85	97.97	99.83	98.97	96.12	98.57	95.61	99.38	93.82	92.27	89.60	87.18	89.16
	Trankit[large]	99.91	99.39	99.91	99.06	99.00	98.85	98.36	99.15	94.77	93.29	91.10	89.23	90.14
	Trankit[base]	99.94	99.13	99.93	99.02	98.94	98.80	98.27	99.17	94.11	92.41	89.66	87.60	88.71
	Stanza	99.97	98.49	99.96	98.96	96.10	98.54	95.65	99.24	93.09	91.30	87.80	85.49	86.94
Spanish GSD	COMBO[base]	99.75	95.98	99.61	97.14	99.61	96.13	94.58	98.38	93.08	91.07	87.32	79.17	85.49
	Trankit[large]	99.93	99.30	99.88	97.38	99.88	96.96	95.23	98.59	93.47	91.56	88.58	80.91	86.50
	Trankit[base]	99.91	98.94	99.88	97.41	99.88	96.88	95.23	98.62	92.66	90.50	87.01	79.83	85.04
	Stanza	99.94	95.60	99.80	97.07	99.80	96.42	94.77	98.42	92.01	89.57	84.56	76.86	82.66
Swedish LINES	COMBO[base]	99.68	90.10	99.68	98.08	95.14	92.33	89.52	97.70	91.76	88.93	86.64	75.95	84.38
	Trankit[large]	99.89	90.64	99.89	98.05	95.77	90.98	88.52	96.94	91.74	88.73	87.89	74.52	83.97
	Trankit[base]	99.73	90.57	99.73	97.60	95.23	90.50	87.93	96.72	90.45	87.36	86.11	72.78	82.24
	Stanza	99.94	87.91	99.94	97.34	95.07	90.68	87.95	97.19	89.02	85.25	82.28	69.82	79.13
Swedish TALBANKEN	COMBO[base]	99.81	97.34	99.81	98.92	97.65	97.24	96.40	98.43	93.56	91.71	90.51	85.92	88.74
	Trankit[large]	99.91	99.26	99.91	99.06	98.09	98.04	97.43	97.87	94.41	92.97	92.08	88.67	89.28
	Trankit[base]	99.87	99.38	99.87	98.76	97.77	97.73	97.03	97.82	93.61	91.87	90.72	86.97	88.03
	Stanza	99.97	97.49	99.97	98.28	97.13	97.29	96.24	97.92	90.32	87.85	85.91	81.88	83.42
Telugu MTG	COMBO[base]	99.79	96.60	99.79	94.94	94.80	98.96	94.66	99.79	91.61	84.13	80.76	77.33	80.76
	Trankit[large]	98.89	98.62	98.89	94.31	94.31	98.33	94.31	98.89	93.19	87.08	84.46	80.65	84.46
	Trankit[base]	98.89	98.62	98.89	94.32	94.32	97.92	94.32	98.89	91.97	84.35	81.10	78.44	81.10
	Stanza	99.79	98.62	99.79	93.97	93.97	99.10	93.97	99.79	90.09	81.64	78.13	74.50	78.13
Turkish ATIS	COMBO[base]	99.88	87.32	99.88	98.24	99.88	97.59	97.43	98.80	89.00	87.34	86.86	84.42	86.04
	Stanza	100.00	86.93	100.00	98.77	100.00	98.57	98.34	98.98	89.03	86.91	86.31	84.60	85.56
Turkish BOUN	COMBO[base]	99.47	90.16	96.27	89.57	85.20	79.93	70.65	91.05	73.60	67.30	66.49	48.46	62.03
	Stanza	99.58	90.08	96.32	89.92	85.74	81.66	73.03	90.37	71.53	65.17	63.79	48.49	58.96
Turkish FRAMENET	COMBO[base]	99.69	100.00	99.69	95.68	99.69	91.52	90.70	94.52	93.36	85.33	82.94	73.54	77.10
	Stanza	100.00	100.00	100.00	95.71	100.00	91.89	91.14	95.16	92.50	83.78	81.37	71.69	76.07
Turkish IMST	COMBO[base]	99.64	97.39	97.07	92.53	92.27	88.40	86.06	94.16	76.33	69.06	66.62	56.83	64.25
	Trankit[large]	99.84	98.32	98.91	96.20	95.33	92.78	91.19	96.21	78.94	73.14	71.15	63.81	69.11
	Trankit[base]	99.86	98.18	98.68	95.15	94.35	92.02	89.94	95.80	76.59	70.75	68.28	60.61	66.24
	Stanza	99.86	98.16	97.75	93.44	93.27	91.06	89.07	95.55	73.39	64.07	60.96	54.70	59.51
Turkish KENET	COMBO[base]	99.92	99.02	99.92	93.30	99.92	90.21	89.23	92.60	84.33	72.40	71.86	61.82	65.40
	Stanza	99.99	98.45	99.99	93.60	99.99	91.27	90.35	93.22	82.98	70.55	69.62	60.84	64.00
Turkish PENN	COMBO[base]	99.84	94.97	99.84	95.63	99.84	93.65	92.77	93.74	85.72	72.78	69.63	61.49	64.25
	Stanza	100.00	94.52	100.00	96.24	100.00	94.37	93.46	94.58	85.09	71.95	68.83	61.15	64.27
Turkish TOURISM	COMBO[base]	99.87	100.00	99.87	98.59	99.87	95.08	94.82	98.82	96.04	90.53	87.68	81.44	86.61
	Stanza	100.00	100.00	100.00	99.08	100.00	94.90	94.64	98.90	96.99	91.31	88.74	81.60	87.58
Ukrainian IU	COMBO[base]	99.54	95.38	99.52	97.96	95.02	94.61	93.39	97.90	92.50	90.73	88.90	81.96	86.96
	Trankit[large]	99.77	97.55	99.76	98.50	96.32	96.09	95.35	96.99	94.63	93.16	91.78	86.22	88.03
	Trankit[base]	99.78	97.72	99.76	98.33	94.96	94.94	93.86	96.98	93.44	91.69	89.89	83.20	86.33
	Stanza	99.79	97.21	99.76	97.52	93.01	93.11	92.07	96.72	88.60	85.87	82.77	75.63	79.55
Ukrainian PARLAMINT	COMBO[base]	99.15	95.97	99.15	97.82	97.58	93.23	92.02	98.33	93.03	90.87	88.82	80.52	87.82
Urdu UDTB	COMBO[base]	99.83	98.60	99.83	94.68	93.12	83.23	79.51	97.18	87.75	82.80	77.61	57.91	75.22
	Trankit[large]	99.75	97.67	99.75	94.43	92.77	81.91	78.35	95.44	88.52	83.26	78.30	57.41	75.87
	Trankit[base]	99.66	98.32	99.66	94.15	92.66	83.04	79.29	95.33	87.81	82.51	77.31	57.57	74.83
	Stanza	100.00	98.88	100.00	94.78	92.98	84.06	80.49	95.58	87.96	82.76	77.13	59.12	74.79
Uyghur UDT	COMBO[base]	99.57	88.12	99.57	90.00	92.48	82.23	75.28	96.55	78.89	68.48	65.64	47.33	62.97
	Trankit[large]	97.95	88.95	97.95	88.50	91.34	86.56	79.14	94.45	80.19	70.14	66.06	51.63	62.99
	Trankit[base]	97.63	88.51	97.63	87.47	90.37	85.31	77.28	94.26	78.36	68.24	63.89	48.42	60.70
	Stanza	99.42	84.69	99.42	89.26	91.19	87.58	80.06	95.30	74.80	63.42	58.96	48.01	55.81
Vietnamese VTB	COMBO[base]	86.85	97.39	86.85	81.36	80.34	86.85	80.13	85.95	59.42	52.26	48.03	43.16	47.45
	Trankit[large]	94.88	96.63	94.88	89.70	88.14	94.64	88.07	94.88	71.07	65.37	63.67	60.22	63.67
	Trankit[base]	95.22	96.25	95.22	89.40	87.85	95.03	87.82	95.22	70.96	64.76	62.72	58.51	62.72
	Stanza	88.02	99.25	88.02	81.48	80.61	88.02	80.56	81.66	58.82	51.49	46.60	42.58	42.47
Western Armenian ARMTDP	COMBO[base]	99.79	95.67	99.67	96.73	99.67	89.45	88.66	96.96	90.39	86.20	81.58	67.61	78.57
	Stanza	99.95	99.56	99.91	96.42	99.91	92.70	92.04	96.70	87.73	82.83	77.33	68.89	74.38